# Map any schema, with AI precision.

> MAPR AI is the agentic mapping engine for CINTAP Orbit. It builds, validates, and applies integration mappings with dry-run verification before go-live.

Source: https://cintaporbit.com/apps/mapr-ai
Site guide: https://cintaporbit.com/llms.txt

No-code mapping for green-pastures, mid-migration, and legacy EDI alike.
CINTAP Orbit connects EDI, APIs, and file-based systems with AI-driven data mapping. Standardize B2B complexity with real-time processing — while MAPR AI drafts the mapping rules automatically.
Hours of manual mapping cut down to minutes
Pre-built integration standards — EDI, HL7, JSON, XML
Test and validate your data before going live
AI draft mapping that engineers control
## iPaaS AI suggests rules. MAPR AI builds, dry-runs, and repairs complete mapping sets instantly — validated against your data before anything reaches production.
Find a source, an mapping, a trigger, and a destination. Orbit processes transaction telemetry end-to-end. Every individual payload is traceable with full latency and error metrics.
## Every AI draft leaves evidence behind.
MAPR is outstanding because the output is inspectable. Creators can review the generated rules, dry-run validation logs, and promotion history before sending it to a production ready environment.
### Generated rule set
Every mapping constraint, code conversion, and translation is written to editable and inspectable rules.
### Dry-run evidence
Run raw payloads against the generated draft to see step-by-step transformations and schemas.
### Repair history
Log and review the history of self-healing recommendations and errors.
### Promotion control
Transition draft maps to staging or production environments with full versioning control.
## 80 hours of mapping work, done in 8 minutes.
MAPR AI builds complete mapping rule sets, validates them against your actual data via dry-run, and keeps promotion behind human review. It is Orbit's sharpest wedge against generic AI copilots.
## Five steps. Eight minutes.
From legacy formats to modern systems, let MAPR AI build, dry-run, and deploy for you.
- 01**Read Layouts**
- 02**Analyze Schemes**
- 03**Draft Logic**
- 04**Dry-run & Validate**
- 05**Deploy to Prod**
## The same mapping. A different week.
### MAPR AI PROCESS
- AI-drafted layouts mapped in minutes
- Dry-run playground validated before going live
- Self-healing recommendations and logic optimization
- Standardized and production-ready in days, not weeks
### TYPICAL MANUAL EDI
- Weeks spent reviewing field specifications
- Error-prone custom scripts for complex data transformations
- Manual validation of raw schema files
- Slow turnaround times and long delays for onboarding partners
## Not a wrapper. A mapping engine.
MAPR profoundly structures data formats, resolves relationships, and compiles robust schema mapping logic — validate it all before going live.
### Schema-agnostic drafting
Support JSON, XML, EDI (850, 810, etc.), CSV and custom flat files with equal speed.
### Production-ready transformation rules
Generates fully functional code rules that execute instantly on Orbit Engine.
### Smart lookup suggestions
Recognizes codes, country mappings, currency values, and converts automatically.
### Governance playground
Inspect and override any suggested logic with human-in-the-loop control.
## Reviewer-grade, not vibe-coded.
MAPR is an agent built for production environments. Every draft is backed by clear rules, sandbox validation reports, and version-controlled states.
### Dry-run validation reports
Run sandbox test files through draft rules instantly. Get step-by-step conversion tracking and precise field-level verification reports.
### Business-ready ruleset
Suggested logic compiles directly into standard business rules. Easily inspect, edit, or customize any AI-generated mapping path.
### Versioning & audit history
Keep track of every change with a detailed draft promotion history, version tags, and system-wide action logs.
## See MAPR AI draft a mapping in real time.
## What teams ask before choosing MAPR AI
Connect, map, orchestrate, and monitor without writing custom code. MAPR AI is the proof — an industry-first mapping capability no iPaaS has matched.
### What formats can MAPR AI map?
MAPR AI natively supports JSON, XML, EDI (including X12 and EDIFACT standards), CSV, and custom flat files, with auto-detection of structural relationships.
### How is security handled during mapping drafting?
Data remains encrypted in transit and at rest. MAPR AI operates in isolated sandbox environments with SOC 2 Type II compliance, ensuring raw customer payloads are never exposed.
### Does MAPR AI run in production?
Yes. Once approved, the compiled mapping sets execute natively within the high-performance CINTAP Orbit core engine for production real-time B2B transactions.
## Bring a real mapping. Watch MAPR draft it.
Share your worst payloads. We'll show you draft rules and validation reports in 8 minutes flat.

## Links on this page

- [Book a Demo](https://cintaporbit.com/book-a-demo)
- [Start your free Trial](https://cintaporbit.com/register)
- [Explore mapr ai](https://cintaporbit.com/apps/mapr-ai)
- [Login](https://cintaporbit.com/login)